The compression of deep learning models is fundamental importance in deploying such to edge devices. selection parameters can be automated meet changes the hardware platform and application. This article introduces a Multi-Objective Hardware-Aware Quantization (MOHAQ) method, which considers performance inference error as objectives for mixed-precision quantization. proposed method feasibly eva...

The traditional measurement model cannot meet the processing requirements of non-linear and high-noise time series data. A two-layer simple recurrent unit (DSRU) prediction based on BPSO SO-PMI sentiment analysis algorithm is proposed. First, uses to calculate stock market tendency index. Then used extract characteristics technical indicators with greater price correlation. Finally, DSRU networ...

Hydrazine oxidation in single-atom catalysts (SACs) could exploit the efficiency of metal atom utilization, which is a substitution for noble metal-based electrolysers that results reduced overall cost. A well-established ruthenium single over mesoporous carbon nitride (SRu-mC3N4) catalyst explored electro-oxidation hydrazine as one model reactions direct fuel cell reactions. The electrochemica...

A small amount of internal funding allowed DERA-SRU to participate in the TREC-7 SDR evaluations for the first time this year. Since we had almost no experience of entering this or related NIST evaluations (e.g. ARPA HUB-4 LVCSR) there was a rather steep learning curve along with intense development of the experimental infrastructure. The intention was to generate a base for future participatio...

Abstract On 7 June 2021, Juno crossed the orbital path of Jupiter’s moon Ganymede, flying within 1,046 km surface. Juno’s low‐light‐sensitive Stellar Reference Unit (SRU) navigation camera captured an image satellite’s dark side in a region Xibalba Sulcus illuminated solely by Jupiter‐shine. Collected at high incidence angle with 670–920 m/pixel resolution, reveals terrain morphology, ejecta, a...

Abstract Due to the limited computing power of perception layer Internet Things (IoT), ability analyse and process collected complex object information data is insufficient, it also difficult complete storage a large amount data. Through convolutional neural network-simple recurrent unit (CNN-SRU) deep learning, we preprocess in layer. The by are first transmitted CNN for simple category screen...

Result 85 samples from health care workers who had needle stick injury were processed .The samples were from doctors (38%), nurses (20%), technicians (7%), housekeeping staff (23 %), and students (10%). All the samples of injured persons were found seronegative by both methods, anti-HBs titer was found to be protective. Conclusion Strict HBV vaccination program and monitoring the anti-HBs titer...